{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 \n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img=cv2.imread('/www/wwwroot/119.23.182.180/gal/imgs/demo/0.png')\n",
    "img=img[:,:,::-1]\n",
    "plt.imshow(img)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(567, 850, 3)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "rs=np.random.randint(0,255,size=(567,850))\n",
    "gs=np.random.randint(0,255,size=(567,850))\n",
    "bs=np.random.randint(0,255,size=(567,850))\n",
    "ass=cv2.merge([rs,gs,bs])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "error",
     "evalue": "OpenCV(4.4.0) /tmp/pip-req-build-6amqbhlx/opencv/modules/core/src/arithm.cpp:232: error: (-209:Sizes of input arguments do not match) The operation is neither 'array op array' (where arrays have the same size and type), nor 'array op scalar', nor 'scalar op array' in function 'binary_op'\n",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31merror\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-5-31202a907d81>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0moto\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbitwise_and\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mass\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moto\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31merror\u001b[0m: OpenCV(4.4.0) /tmp/pip-req-build-6amqbhlx/opencv/modules/core/src/arithm.cpp:232: error: (-209:Sizes of input arguments do not match) The operation is neither 'array op array' (where arrays have the same size and type), nor 'array op scalar', nor 'scalar op array' in function 'binary_op'\n"
     ]
    }
   ],
   "source": [
    "oto=cv2.bitwise_and(img,ass)\n",
    "plt.imshow(oto)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
